IgorGanapolsky

thumbgate

ThumbGate通过MCP钩子为AI编码代理添加执行前的安全门。它记录代理操作的点赞或点踩反馈,自动从重复失败中生成预防规则,并在执行前阻止已知的错误工具调用。

IgorGanapolsky 29 7 更新于 6个月前
GitHub

安装

npx skillscat add igorganapolsky/thumbgate/skills-thumbgate

通过 SkillsCat registry 安装。

技能简介

ThumbGate通过MCP钩子为AI编码代理添加执行前的安全门。它记录代理操作的点赞或点踩反馈,自动从重复失败中生成预防规则,并在执行前阻止已知的错误工具调用。

SKILL.md

ThumbGate

Pre-action gates that stop AI coding agents from repeating known mistakes.

Quick Start

npx thumbgate init

This installs the MCP server and wires it into your agent's tool configuration. No API keys required for the free tier.

Or install globally:

npm install -g thumbgate
thumbgate init

MCP Configuration

Add to your agent's MCP config (e.g., claude_desktop_config.json or .cursor/mcp.json):

{
  "mcpServers": {
    "thumbgate": {
      "command": "npx",
      "args": ["-y", "thumbgate"]
    }
  }
}

How It Works

Feedback Capture

When an agent action succeeds or fails, capture structured feedback:

  • Thumbs up: Records what worked, tags it, and stores it as a reusable pattern.
  • Thumbs down: Records the failure context, what went wrong, and what to change. Repeated failures auto-promote into prevention rules.

Prevention Rules

After a failure pattern repeats (default: 2 occurrences), ThumbGate auto-generates a prevention rule. These rules are injected into agent context before every tool call, blocking the known-bad pattern before it executes.

Pre-Action Gates

Gates intercept tool calls via the MCP PreToolUse hook. Each gate checks the proposed action against:

  1. Prevention rules generated from past failures
  2. Thompson Sampling confidence scores (adaptive sensitivity)
  3. LanceDB vector similarity to known-bad patterns

If a match is found, the gate blocks execution and surfaces the prior failure context.

Context Packs

Bounded retrieval of relevant feedback history for the current task. The agent gets exactly the lessons that matter, not the entire history.

MCP Tools Provided

Tool Description
capture_feedback Record thumbs-up/down with structured context
search_lessons Query the lesson DB by keyword or semantic similarity
get_prevention_rules Retrieve active prevention rules for the current context
session_primer Get session handoff context (last task, next step, blockers)
export_dpo Export feedback pairs in DPO training format

Tiers

Free Pro Team
Feedback capture 3/day Unlimited Unlimited
Lesson search 5/day Unlimited Unlimited
Active gates 5 Unlimited Unlimited
Dashboard - Yes Yes
DPO export - Yes Yes
Seats 1 1 Per-seat
Price $0 $19/mo $49/seat/mo

Start a 7-day free trial of Pro: https://thumbgate-production.up.railway.app/go/pro?utm_source=skill

Compatibility

ThumbGate works with any MCP-compatible agent:

  • Cursor
  • Codex
  • Gemini CLI
  • Amp
  • OpenCode
  • Any agent supporting the Model Context Protocol

Links